{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "class Ploter:\n",
    "    def __init__(self, file_path: str):\n",
    "        self.data = pd.read_csv(file_path, header=None)\n",
    "\n",
    "    def plot(self, row_index: int, label: str):\n",
    "        y = self.data.iloc[row_index]\n",
    "        x = np.arange(1, len(y)+1)\n",
    "        plt.plot(x, y, label=label) # Create a line graph\n",
    "        xticks = np.arange(1, len(y)+1, 20)\n",
    "        plt.xticks(xticks)\n",
    "        \n",
    "    def add_info(self, title: str, x_label: str, y_label: str):\n",
    "        plt.title(title)\n",
    "        plt.xlabel(x_label)\n",
    "        plt.ylabel(y_label)\n",
    "\n",
    "    def show(self):\n",
    "        plt.legend()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Device log file description #\n",
    "# Row 0-7: CPU freq\n",
    "# Row 8: GPU freq\n",
    "# Row 9: Temperature\n",
    "# Row 10: FPS\n",
    "# #############################\n",
    "# Agent log file description ##\n",
    "# Row 0: FPS # TODO: 感觉可以去掉\n",
    "# Row 1: loss\n",
    "# Row 2: average Q max\n",
    "# #############################\n",
    "device_ploter = Ploter('231031-log_device_test_200.csv')\n",
    "agent_ploter  = Ploter('231031-log_agent_200.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot frequencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = ['CPU_l', 'CPU_m', 'CPU_b']\n",
    "\n",
    "device_ploter.plot(0, 'CPU_l')\n",
    "device_ploter.plot(4, 'CPU_m')\n",
    "device_ploter.plot(7, 'CPU_b')\n",
    "# device_ploter.plot(8, 'GPU')\n",
    "device_ploter.add_info(title='Frequencies', x_label='time', y_label='freq')\n",
    "device_ploter.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "device_ploter.plot(9, 'Temp')\n",
    "device_ploter.add_info(title='Temperature', x_label='time', y_label='temperature')\n",
    "device_ploter.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot FPS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5u86xNJuzmQCYizADwCEx4cTbgrNn5sSvTDMBMBFhBoBD0HU1E9NMAMxFmAHgEJtmcu4zc+JXRmYAmIgwA8ChuaXZZBkAJiLMAHCI9czU0TMDwCcIMwAcYtNMEXpmAPgEYQaAQ2yaqc7tbCbSDAADEWYAOLguzf5mkIZ9ZgCYiDADwCGY0PSmeQzMADARYQaAw8meGRqAAfgDYQaAQ6K9aR5nMwHwB8IMAIfYqdn1Ebd9ZkgzAMxDmAHgcHLTvIY9Myd+ZZoJgIkIMwAcgi5Ls2kABmAywgwAh6Rg/NJszmYCYDLCDAAHe2TGZQdgsgwAExFmADgkxZZmu04zkWYAmIcwA8Ah6LI0mwZgACYzJswUFBQoEAgoNzfXvmZZlvLy8pSZmank5GRNmDBBpaWl3hUJnAFixxnUN5hmYp8ZACYzIsyUlJRo5cqVGjlypOP6kiVLtHTpUhUWFqqkpEThcFiTJk1SVVWVR5UCnZ/bpnmx37LPDAATeR5mjhw5ottuu02///3v9Z3vfMe+blmWli1bpoULF2ratGkaMWKE1qxZo5qaGq1du9bDioHOLfhNz4zbpnmMzAAwkedhZs6cObrmmmt05ZVXOq6XlZWpvLxckydPtq+FQiHl5ORo+/btTb5ebW2tKisrHR8ATl2S26nZ9MwAMFiil5983bp12rVrl0pKSuKeKy8vlySlp6c7rqenp2vfvn1NvmZBQYEWL17ctoUCZxC3U7PtnhnPf/wBgHievTUdOHBA9957r5599lmdddZZTd7XeI7esqxm5+0feughHT582P44cOBAm9UMnAmSXE/N5mwmAObybGRm586dqqio0CWXXGJfi0Qi2rZtmwoLC/Xhhx9KOjFCk5GRYd9TUVERN1rTUCgUUigUar/CgU4uaK9mahBmvhmkYZoJgIk8G5m54oortGfPHu3evdv+GD16tG677Tbt3r1bgwYNUjgcVlFRkf1njh8/ruLiYo0bN86rsoFOL8luAI7fAZgGYAAm8mxkJjU1VSNGjHBc69q1q3r16mVfz83NVX5+vrKyspSVlaX8/HylpKRoxowZXpQMnBHcNs3jbCYAJvO0AbglCxYs0NGjRzV79mwdPHhQ2dnZ2rx5s1JTU70uDei07H1mXJZmk2UAmMioMLN161bH40AgoLy8POXl5XlSD3AmSgy69MxwNhMAg7HQEoDDyWmmhkuzT/xKmAFgIsIMAIfmlmbTAAzARIQZAA720uyIyw7ApBkABiLMAHBIcplmomcGgMkIMwAcml+a7UVFANA8wgwAh8RmT80mzQAwD2EGgEOi23EG7DMDwGCEGQAOJzfNa9gzc+JXRmYAmIgwA8AhtmlexNEzwzQTAHMRZgA4uDUAR2kABmAwwgwAB7dpptgoTYCRGQAGIswAcLBXM7EDMACfIMwAcHBbzcTZTABMRpgB4HBynxl2AAbgD4QZAA6Jrg3A7DMDwFyEGQAOsaXZrquZaJoBYCDCDACH2MiM+z4znpQEAM0izABwCDYIM7EQww7AAExGmAHgkJRw8m0hNtVEzwwAkxFmADgEgycTS33kxOgMS7MBmIwwA8AhsUFjTH00agcZiTADwEyEGQAOjjATsewpJokGYABmIswAcAg6RmYsNVjUxNlMAIxEmAHgEAgEGmycF2VkBoDxCDMA4gTtk7MtemYAGI8wAyBO0je7AEeijXtmCDMAzEOYARAnNp1U3yjMkGUAmIgwAyBObJopajkbgBmZAWAiwgyAOG5HGkg0AAMwE2EGQJzYCEwkysgMAPMRZgDEcU4z0TMDwGyEGQBxYiMwUct5yCSb5gEwEWEGQJzYwdknema+uUaQAWAowgyAOMFA/DQTzb8ATEWYARAnISG+AZgpJgCmIswAiGOPzEQtRaOMzAAwG2EGQBx7nxmLnhkA5iPMAIgTcFnNRJgBYCrCDIA435wzeWKaqcHSbAAwEWEGQJygyw7AjMwAMBVhBkCcBEfPDA3AAMxGmAEQx7GaiZEZAIYjzACI03Bk5mTPDGEGgJkIMwDixKaUnKuZPCwIAJpBmAEQxz41m7OZAPgAYQZAnATHaiZGZgCYjTADIE7Q0TNz4ho9MwBMRZgBEMe5mulEmgkyNAPAUIQZAHHYZwaAnxBmAMRxrmaKXSPNADATYQZAnIarmaJRzmYCYDbCDIA4CZzNBMBHCDMA4tgjM46eGcIMADMRZgDEcTs1mywDwFSJp/sCx44d03PPPafq6mpNmjRJWVlZbVEXAA+5nc3EyAwAU7UqzMyfP1/Hjx/X8uXLJUnHjx/X2LFjVVpaqpSUFC1YsEBFRUUaO3ZsuxQLoGPEVjNZDc9mYhwXgKFa9fb02muv6YorrrAf/+EPf9C+ffu0d+9eHTx4UD/4wQ/06KOPtnmRADqWvQMwZzMB8IFWhZn9+/dr2LBh9uPNmzfrpptuUv/+/RUIBHTvvffq3XffbfMiAXQst7OZOM4AgKlaFWYSEhLslQ2StGPHDo0ZM8Z+3KNHDx08eLDtqgPgiYarmU4uzfawIABoRqvCzNChQ/XSSy9JkkpLS7V//35NnDjRfn7fvn1KT09v2woBdDj3U7NJMwDM1OoG4FtvvVWvvPKKSktLdfXVV2vgwIH286+++qq++93vtnmRADpWkLOZAPhIq0Zmvv/97+vVV1/VyJEjdd999+m5555zPJ+SkqLZs2e3aYEAOp5zNdOJ39MzA8BUrd5n5sorr9SVV17p+tyiRYtOuyAA3ktIcJtm8rIiAGhaq0ZmampqNGfOHJ177rnq3bu3ZsyYoa+//rq9agPgEbcdgOmZAWCqVoWZRYsWafXq1brmmms0ffp0FRUV6Sc/+Ul71QbAI5zNBMBPWjXNtH79ej399NOaPn26JOn222/XZZddpkgkomAw2C4FAuh47vvMeFkRADStVSMzBw4c0Pe+9z378Xe/+10lJibqiy++aPPCAHjHsc9M9MQ1RmYAmKpVYSYSiahLly6Oa4mJiaqvr2/TogB4K9bsG42eWJ7d8BoAmKZV00yWZenOO+9UKBSyrx07dkw//vGP1bVrV/va+vXr265CAB0uwXWfGdIMADO1KszMnDkzbq+J22+/vU0LAuC92GqmaIPVTOwzA8BUrQozv/zlLzVgwAAlJLRqdgqAzzTcAZh9ZgCYrlWpJCsry7GvzC233KKvvvrqW3/yFStWaOTIkerevbu6d++usWPH6rXXXrOftyxLeXl5yszMVHJysiZMmKDS0tJv/fkAnJoE9pkB4COtCjMNT8yWTpzFVF1d/a0/eZ8+ffTYY4/pnXfe0TvvvKN//dd/1fXXX28HliVLlmjp0qUqLCxUSUmJwuGwJk2apKqqqm/9OQG0LDYyY1knv+8ZkAVgKk/fnq699lpdffXVGjx4sAYPHqxf/epX6tatm3bs2CHLsrRs2TItXLhQ06ZN04gRI7RmzRrV1NRo7dq1XpYNdHqxKaVI1FI0GttnhpEZAGZqVZgJBAJxb2ht9QYXiUS0bt06VVdXa+zYsSorK1N5ebkmT55s3xMKhZSTk6Pt27c3+Tq1tbWqrKx0fABonQRHz8w31wgzAAx1Wkuz3ZZlS61bmr1nzx6NHTtWx44dU7du3bRhwwYNGzbMDizp6emO+9PT07Vv374mX6+goECLFy8+5c8PIJ5zNRMNwADM1qowM2vWLMfjtliWPWTIEO3evVuHDh3S888/r1mzZqm4uNh+vvHIj2VZzY4GPfTQQ5o3b579uLKyUn379j3tOoEziXOfmW+uMTIDwFCtCjOrVq1q8wK6dOmi888/X5I0evRolZSUaPny5XrwwQclSeXl5crIyLDvr6ioiButaSgUCjk29QPQekHOZgLgI8atT7AsS7W1tRo4cKDC4bCKiors544fP67i4mKNGzfOwwqBzq/haiZ6ZgCYrlUjM23t4Ycf1tSpU9W3b19VVVVp3bp12rp1qzZt2qRAIKDc3Fzl5+crKytLWVlZys/PV0pKimbMmOFl2UCnF2i4momeGQCG8zTMfPXVV7rjjjv05ZdfKi0tTSNHjtSmTZs0adIkSdKCBQt09OhRzZ49WwcPHlR2drY2b96s1NRUL8sGOr0gZzMB8BFPw8zTTz/d7POBQEB5eXnKy8vrmIIASOJsJgD+YlzPDADvJXA2EwAfIcwAiOM2MsM0EwBTEWYAxIn1zEQbns1ElgFgKMIMgDhuq5nomQFgKsIMgDgnR2aYZgJgPsIMgDhuOwAzzQTAVIQZAHFcz2YizQAwFGEGQBx7milqKRrlbCYAZiPMAIgT64+JcjYTAB8gzACIk+CymilImAFgKMIMgDgNVzOxzwwA0xFmAMRJcKxmOnGNfWYAmIowAyCOc58ZTs0GYDbCDIA4sTATcZzN5GFBANAMwgyAOA1XM9k9M6QZAIYizACIE8stUcfZTB4WBADNIMwAiBNssAMw+8wAMB1hBkCcBM5mAuAjhBkAcZz7zJy4xsgMAFMRZgDEca5mivXMEGYAmIkwAyBOLLc4z2byrh4AaA5hBkCchucwRaJRSUwzATAXYQZAnGCDYZi6CA3AAMxGmAEQp+EGefWREyMz9MwAMBVhBkCchtNM9VHOZgJgNsIMgDjOaaZYz4xX1QBA8wgzAOI0HISJMDIDwHCEGQBxGk4zxRqAyTIATEWYARCn4TRTPUuzARiOMAMgTiAQsEdi6mNLs3m3AGAo3p4AuIpNNZ1sAGZkBoCZCDMAXMX2moktzWafGQCmIswAcJXQeJqJLAPAUIQZAK5i00w0AAMwHWEGgCt7momRGQCGI8wAcBVbnl3H2UwADEeYAeDq5DQTOwADMBthBoArppkA+AVhBoArezUTDcAADEeYAeAqNs30zSwTZzMBMBZhBoCrhEbzSozMADAVYQaAqyBhBoBPEGYAuAoGGocZjwoBgBYQZgC4ajzNxD4zAExFmAHgqvFIDCMzAExFmAHgqnGPTOORGgAwBWEGgKv4BmCPCgGAFhBmALhqHGbomQFgKsIMAFdx00yEGQCGIswAcMU0EwC/IMwAcBW/mok0A8BMhBkArhqHF7IMAFMRZgC44jgDAH5BmAHgijADwC8IMwBcNQ4vQd4tABiKtycArthnBoBfEGYAuGI1EwC/IMwAcBW/aZ5HhQBACwgzAFzRAAzALwgzAFw1PiWbLAPAVIQZAK6CnM0EwCcIMwBcMc0EwC8IMwBcNc4uNAADMBVhBoCrxtNM7DMDwFSEGQCu4qeZPCoEAFpAmAHgqvFqJnpmAJiKMAPAFauZAPgFYQaAq7izmXi3AGAo3p4AuIpfzcTIDAAzEWYAuIqfZvKoEABoAWEGgCs2zQPgF56GmYKCAl166aVKTU1V7969dcMNN+jDDz903GNZlvLy8pSZmank5GRNmDBBpaWlHlUMnDk4mwmAX3gaZoqLizVnzhzt2LFDRUVFqq+v1+TJk1VdXW3fs2TJEi1dulSFhYUqKSlROBzWpEmTVFVV5WHlQOfHaiYAfpHo5SfftGmT4/GqVavUu3dv7dy5U5dffrksy9KyZcu0cOFCTZs2TZK0Zs0apaena+3atbr77ru9KBs4I7DPDAC/MKpn5vDhw5Kknj17SpLKyspUXl6uyZMn2/eEQiHl5ORo+/btrq9RW1uryspKxweA1mvc8EsDMABTGRNmLMvSvHnzNH78eI0YMUKSVF5eLklKT0933Juenm4/11hBQYHS0tLsj759+7Zv4UAnxdlMAPzCmDBzzz336G9/+5v++Mc/xj3X+E3Usqwm31gfeughHT582P44cOBAu9QLdHYNp5kYlQFgMk97ZmLmzp2rF198Udu2bVOfPn3s6+FwWNKJEZqMjAz7ekVFRdxoTUwoFFIoFGrfgoEzQNARZkgzAMzl6ciMZVm65557tH79er3xxhsaOHCg4/mBAwcqHA6rqKjIvnb8+HEVFxdr3LhxHV0ucEZpOM1EmAFgMk9HZubMmaO1a9fqhRdeUGpqqt0Hk5aWpuTkZAUCAeXm5io/P19ZWVnKyspSfn6+UlJSNGPGDC9LBzq9htNMZBkAJvM0zKxYsUKSNGHCBMf1VatW6c4775QkLViwQEePHtXs2bN18OBBZWdna/PmzUpNTe3gaoEzS8M+GUZmAJjM0zBjWVaL9wQCAeXl5SkvL6/9CwJgC9IADMAnjFnNBMAsCfTMAPAJwgwAV0F6ZgD4BGEGgCvHaibmmQAYjDADwFUC+8wA8AnCDABXztVM3tUBAC0hzABw5eyZIc0AMBdhBoAr52omDwsBgBYQZgC44mwmAH5BmAHgin1mAPgFYQaAq4ZTS2QZACYjzABwxTQTAL8gzABwlcDZTAB8gjADwFWQnhkAPkGYAeCKs5kA+AVhBoArVjMB8AvCDABXzuMMCDMAzEWYAeCKaSYAfkGYAeCq4WqmIMuZABiMMAPAFauZAPgFYQaAqyD7zADwCcIMAFcNR2MCjMwAMBhhBoCrhAbvDozMADAZYQaAK3pmAPgFYQaAqwQOmgTgE4QZAK6CAfaZAeAPhBkAroKMzADwCcIMAFeOaSbeKQAYjLcoAK44mwmAXxBmALgKss8MAJ8gzABwlcAOwAB8gjADwBX7zADwC8IMAFeMzADwC8IMAFcNl2bTMwPAZIQZAK6cq5m8qwMAWkKYAeAqgZ4ZAD5BmAHgih2AAfgFYQaAK85mAuAXhBkArjg1G4BfEGYANCk21UQDMACTEWYANCkWYhiZAWAywgyAJsVCDPvMADAZYQZAk5hmAuAHhBkATYqtaGKaCYDJCDMAmhRb0ZTAOwUAg/EWBaBJsWkmemYAmIwwA6BJJ1czeVsHADSHMAOgSQn0zADwAcIMgCadXM1EmAFgLsIMgCad3GfG40IAoBmEGQBNYmQGgB8QZgA0iU3zAPgBYQZAkwKczQTABwgzAJoU5GwmAD5AmAHQJKaZAPgBYQZAk9hnBoAfEGYANImRGQB+QJgB0KQEzmYC4AOEGQBNSmA1EwAfIMwAaFIwwDQTAPMRZgA0KTbNlECaAWAwwgyAJgU5mwmADxBmADQptpopSJoBYDDCDIAmJXDQJAAfIMwAaFKsVYYsA8BkhBkATQqyAzAAHyDMAGhSAjsAA/ABwgyAJnFqNgA/IMwAaNKUEeka0CtFY8/r5XUpANCkRK8LAGCuG0f10Y2j+nhdBgA0i5EZAADga4QZAADga56GmW3btunaa69VZmamAoGANm7c6Hjesizl5eUpMzNTycnJmjBhgkpLS70pFgAAGMnTMFNdXa2LLrpIhYWFrs8vWbJES5cuVWFhoUpKShQOhzVp0iRVVVV1cKUAAMBUnjYAT506VVOnTnV9zrIsLVu2TAsXLtS0adMkSWvWrFF6errWrl2ru+++uyNLBQAAhjK2Z6asrEzl5eWaPHmyfS0UCiknJ0fbt29v8s/V1taqsrLS8QEAADovY8NMeXm5JCk9Pd1xPT093X7OTUFBgdLS0uyPvn37tmudAADAW8aGmZjGO49altXsbqQPPfSQDh8+bH8cOHCgvUsEAAAeMnbTvHA4LOnECE1GRoZ9vaKiIm60pqFQKKRQKNTu9QEAADMYOzIzcOBAhcNhFRUV2deOHz+u4uJijRs3zsPKAACASTwdmTly5Ig+/vhj+3FZWZl2796tnj17ql+/fsrNzVV+fr6ysrKUlZWl/Px8paSkaMaMGR5WDQAATOJpmHnnnXc0ceJE+/G8efMkSbNmzdLq1au1YMECHT16VLNnz9bBgweVnZ2tzZs3KzU11auSAQCAYQKWZVleF9GeKisrlZaWpsOHD6t79+5elwMAAE5Ba/7/NrZnBgAA4FQYu5qprcQGntg8DwAA/4j9v30qE0idPszEznFi8zwAAPynqqpKaWlpzd7T6XtmotGovvjiC6Wmpja72d63UVlZqb59++rAgQO+6ceh5o7jx7qpuWP4sWbJn3VTs39ZlqWqqiplZmYqIaH5rphOPzKTkJCgPn36tOvn6N69u+/+wVFzx/Fj3dTcMfxYs+TPuqnZn1oakYmhARgAAPgaYQYAAPgaYeY0hEIhLVq0yFdnQVFzx/Fj3dTcMfxYs+TPuqn5zNDpG4ABAEDnxsgMAADwNcIMAADwNcIMAADwNcIMAADwNcLMt7Bt2zZde+21yszMVCAQ0MaNG70uyaGgoECXXnqpUlNT1bt3b91www368MMPHfesX79eU6ZM0dlnn61AIKDdu3d7U2wTCgoKFAgElJuba18ztea///3vuv3229WrVy+lpKTo4osv1s6dO+3nTau7vr5eP//5zzVw4EAlJydr0KBBeuSRRxSNRu17vK65pe8xy7KUl5enzMxMJScna8KECSotLXXcs3LlSk2YMEHdu3dXIBDQoUOHPK27rq5ODz74oC688EJ17dpVmZmZmjlzpr744gtP627N+9ndd9+tQCCgZcuWGV/zBx98oOuuu05paWlKTU3VmDFjtH//fs9qPpW6jxw5onvuuUd9+vRRcnKyLrjgAq1YscJxjxd1+wFh5luorq7WRRddpMLCQq9LcVVcXKw5c+Zox44dKioqUn19vSZPnqzq6mr7nurqal122WV67LHHPKzUXUlJiVauXKmRI0c6rptY88GDB3XZZZcpKSlJr732mt5//339+te/Vo8ePex7TKv78ccf11NPPaXCwkJ98MEHWrJkif7jP/5Dv/3tb+17vK65pe+xJUuWaOnSpSosLFRJSYnC4bAmTZpkn8UmSTU1Nbrqqqv08MMPd1TZzdZdU1OjXbt26Re/+IV27dql9evX66OPPtJ1110Xd19H1n2q72cbN27UW2+9pczMzLjnTKv5k08+0fjx4zV06FBt3bpVf/3rX/WLX/xCZ511lmc1Sy3Xfd9992nTpk169tln9cEHH+i+++7T3Llz9cILL9j3eFG3L1g4LZKsDRs2eF1GsyoqKixJVnFxcdxzZWVlliTr3Xff7fjCXFRVVVlZWVlWUVGRlZOTY917771x95hU84MPPmiNHz/+lO41pe5rrrnG+uEPf+i4Nm3aNOv222+Pu9eEmht/j0WjUSscDluPPfaYfe3YsWNWWlqa9dRTT8X9+S1btliSrIMHD3ZAtSedynvD22+/bUmy9u3bF/ecF3U3VfPnn39unXvuudZ7771n9e/f3/rNb37j+udNqfmWW25x/ffsxqR/H8OHD7ceeeQRx7V/+Zd/sX7+85/H/Xmv6jYVIzNngMOHD0uSevbs6XElLZszZ46uueYaXXnllV6XckpefPFFjR49Wj/4wQ/Uu3dvjRo1Sr///e+9LqtZ48eP15///Gd99NFHkqS//vWv+stf/qKrr77a48pOTVlZmcrLyzV58mT7WigUUk5OjrZv3+5hZa13+PBhBQIBx0ieaaLRqO644w7Nnz9fw4cP97qcFkWjUb3yyisaPHiwpkyZot69eys7O9u4dgA348eP14svvqi///3vsixLW7Zs0UcffaQpU6Z4XZrxCDOdnGVZmjdvnsaPH68RI0Z4XU6z1q1bp127dqmgoMDrUk7Zp59+qhUrVigrK0uvv/66fvzjH+unP/2pnnnmGa9La9KDDz6oW2+9VUOHDlVSUpJGjRql3Nxc3XrrrV6XdkrKy8slSenp6Y7r6enp9nN+cOzYMf3sZz/TjBkzjD5M8PHHH1diYqJ++tOfel3KKamoqNCRI0f02GOP6aqrrtLmzZt14403atq0aSouLva6vGY9+eSTGjZsmPr06aMuXbroqquu0u9+9zuNHz/e69KM1+lPzT7T3XPPPfrb3/6mv/zlL16X0qwDBw7o3nvv1ebNmx3z2qaLRqMaPXq08vPzJUmjRo1SaWmpVqxYoZkzZ3pcnbvnnntOzz77rNauXavhw4dr9+7dys3NVWZmpmbNmuV1eacsEAg4HluWFXfNVHV1dZo+fbqi0ah+97vfeV1Ok3bu3Knly5dr165dvvm7jTWyX3/99brvvvskSRdffLG2b9+up556Sjk5OV6W16wnn3xSO3bs0Isvvqj+/ftr27Ztmj17tjIyMnwzWu0VwkwnNnfuXL344ovatm2b+vTp43U5zdq5c6cqKip0ySWX2NcikYi2bdumwsJC1dbWKhgMelihu4yMDA0bNsxx7YILLtDzzz/vUUUtmz9/vn72s59p+vTpkqQLL7xQ+/btU0FBgS/CTDgclnRihCYjI8O+XlFRETdaY6K6ujrdfPPNKisr0xtvvGH0qMybb76piooK9evXz74WiUR0//33a9myZfrss8+8K64JZ599thITE12/L03+oe7o0aN6+OGHtWHDBl1zzTWSpJEjR2r37t164oknCDMtIMx0QpZlae7cudqwYYO2bt2qgQMHel1Si6644grt2bPHce2uu+7S0KFD9eCDDxoZZCTpsssui1v2/tFHH6l///4eVdSympoaJSQ4Z5iDwaBjabbJBg4cqHA4rKKiIo0aNUqSdPz4cRUXF+vxxx/3uLrmxYLM3r17tWXLFvXq1cvrkpp1xx13xP0nOmXKFN1xxx266667PKqqeV26dNGll17qu+/Luro61dXV+fp700uEmW/hyJEj+vjjj+3HZWVl2r17t3r27On4CcYrc+bM0dq1a/XCCy8oNTXV7iNIS0tTcnKyJOmf//yn9u/fb+9xEfvGD4fD9k++HSk1NTWup6dr167q1auXfd20mqUTSynHjRun/Px83XzzzXr77be1cuVKrVy50r7HtLqvvfZa/epXv1K/fv00fPhwvfvuu1q6dKl++MMfGlNzS99jubm5ys/PV1ZWlrKyspSfn6+UlBTNmDHD/jPl5eUqLy+3X2fPnj1KTU1Vv3792q0Zvrm6MzMzddNNN2nXrl16+eWXFYlE7O/Nnj17qkuXLp7U3dLfdePAlZSUpHA4rCFDhtjXTKt5/vz5uuWWW3T55Zdr4sSJ2rRpk1566SVt3brVs5pPpe6cnBzNnz9fycnJ6t+/v4qLi/XMM89o6dKlntbtC94upvKn2JK4xh+zZs3yujTLsizX2iRZq1atsu9ZtWqV6z2LFi3yrO7GGi/NNrXml156yRoxYoQVCoWsoUOHWitXrnQ8b1rdlZWV1r333mv169fPOuuss6xBgwZZCxcutGpra42puaXvsWg0ai1atMgKh8NWKBSyLr/8cmvPnj2O11i0aFGL3wcdWXdsmbvbx5YtWzyru7XvZ25Ls02s+emnn7bOP/9866yzzrIuuugia+PGjZ7WfCp1f/nll9add95pZWZmWmeddZY1ZMgQ69e//rUVjUY9rdsPApZlWa3IPgAAAEZhaTYAAPA1wgwAAPA1wgwAAPA1wgwAAPA1wgwAAPA1wgwAAPA1wgwAAPA1wgwAI23dulWBQECHDh3yuhQAhmPTPABGmDBhgi6++GItW7ZM0onzlv75z38qPT3dNyc2A/AGZzMBMFKXLl08O3MLgL8wzQTAc3feeaeKi4u1fPlyBQIBBQIBrV692jHNtHr1avXo0UMvv/yyhgwZopSUFN10002qrq7WmjVrNGDAAH3nO9/R3LlzFYlE7Nc+fvy4FixYoHPPPVddu3ZVdna248BBAP7HyAwAzy1fvlwfffSRRowYoUceeUSSVFpaGndfTU2NnnzySa1bt05VVVWaNm2apk2bph49eujVV1/Vp59+qu9///saP368brnlFknSXXfdpc8++0zr1q1TZmamNmzYoKuuukp79uxRVlZWh36dANoHYQaA59LS0tSlSxelpKTYU0v/7//9v7j76urqtGLFCp133nmSpJtuukn/9V//pa+++krdunXTsGHDNHHiRG3ZskW33HKLPvnkE/3xj3/U559/rszMTEnSAw88oE2bNmnVqlXKz8/vuC8SQLshzADwjZSUFDvISFJ6eroGDBigbt26Oa5VVFRIknbt2iXLsjR48GDH69TW1qpXr14dUzSAdkeYAeAbSUlJjseBQMD1WjQalSRFo1EFg0Ht3LlTwWDQcV/DAATA3wgzAIzQpUsXR+NuWxg1apQikYgqKir0ve99r01fG4A5WM0EwAgDBgzQW2+9pc8++0xff/21PbpyOgYPHqzbbrtNM2fO1Pr161VWVqaSkhI9/vjjevXVV9ugagAmIMwAMMIDDzygYDCoYcOG6ZxzztH+/fvb5HVXrVqlmTNn6v7779eQIUN03XXX6a233lLfvn3b5PUBeI8dgAEAgK8xMgMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHyNMAMAAHzt/wMOHDic3dp0TAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "device_ploter.plot(10, 'FPS')\n",
    "device_ploter.add_info(title='FPS', x_label='time', y_label='FPS')\n",
    "device_ploter.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot training loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "agent_ploter.plot(1, 'loss')\n",
    "agent_ploter.add_info(title='Training Loss', x_label='time', y_label='loss')\n",
    "agent_ploter.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py39",
   "language": "python",
   "name": "py39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.17"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
